• Passenger-generated data can be harnessed earlier than official flight data. • Four passenger-centric metrics are proposed and extracted from the Twitter flow. • These metrics can be used to improve passenger and airline decisions. • US airlines have reacted differently to COVID-19 travel restriction measures. • Each airline has its own passenger communication Twitter profile.